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Edge-preserving image decomposition via joint weighted least squares
  • ISSN号:1000-9825
  • 期刊名称:《软件学报》
  • 时间:0
  • 分类:TP391.41[自动化与计算机技术—计算机应用技术;自动化与计算机技术—计算机科学与技术]
  • 作者机构:Department of Computer Science and Engineering,Shanghai Jiao Tong University, Tencent Inc.
  • 相关基金:sponsored by the National Basic Research Program of China (No. 2011CB302203);the National Natural Science Foundation of China (Nos. 61133009 and 61472245);the Science and Technology Commission of Shanghai Municipality Program (No. 13511505000)
中文摘要:

Recent years have witnessed the emergence of image decomposition techniques which effectively separate an image into a piecewise smooth base layer and several residual detail layers. However, the intricacy of detail patterns in some cases may result in side-effects including remnant textures, wronglysmoothed edges, and distorted appearance. We introduce a new way to construct an edge-preserving image decomposition with properties of detail smoothing, edge retention, and shape fitting. Our method has three main steps: suppressing highcontrast details via a windowed variation similarity measure, detecting salient edges to produce an edgeguided image, and fitting the original shape using a weighted least squares framework. Experimental results indicate that the proposed approach can appropriately smooth non-edge regions even when textures and structures are similar in scale. The effectiveness of our approach is demonstrated in the contexts of detail manipulation, HDR tone mapping,and image abstraction.

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期刊信息
  • 《软件学报》
  • 北大核心期刊(2011版)
  • 主管单位:中国科学院
  • 主办单位:中国科学院软件研究所 中国计算机学会
  • 主编:赵琛
  • 地址:北京8718信箱中国科学院软件研究所
  • 邮编:100190
  • 邮箱:jos@iscas.ac.cn
  • 电话:010-62562563
  • 国际标准刊号:ISSN:1000-9825
  • 国内统一刊号:ISSN:11-2560/TP
  • 邮发代号:82-367
  • 获奖情况:
  • 2001年入选中国期刊方阵“双百期刊”,2000年荣获中国科学院优秀科技期刊一等奖
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国数学评论(网络版),波兰哥白尼索引,德国数学文摘,荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,英国科学文摘数据库,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:54609